Pith Number

pith:H7DRQOCY

pith:2024:H7DRQOCYZFV4SA5MXWRUT3AV6O

not attested not anchored not stored refs pending

A Survey of Deep Learning and Foundation Models for Time Series Forecasting

Farah Saeed, I. Budak Arpinar, John A. Miller, Mohammed Aldosari, Nasid Habib Barna, Ninghao Liu, Subas Rana

arxiv:2401.13912 v1 · 2024-01-25 · cs.LG

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\usepackage{pith}
\pithnumber{H7DRQOCYZFV4SA5MXWRUT3AV6O}

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Record completeness

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

9 papers in Pith

Forecasting Realized Volatility with Time Series Foundation Models: A Comparison with Econometric Benchmarks

Koopman operator theory: fundamentals, control, and applications

Towards Unified and Data-Efficient Prognostics and Health Management with Tabular Foundation Models

Graph Retention Networks for Dynamic Graphs

DeepL\'evy: Learning Heavy-Tailed Uncertainty in Highly Volatile Time Series

Receipt and verification

First computed	2026-07-05T07:37:19.618165Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3fc7183858c96bc903acbda349ec15f38328026782f0ceeb5cdca47e445b4335

Aliases

arxiv: 2401.13912 · arxiv_version: 2401.13912v1 · doi: 10.48550/arxiv.2401.13912 · pith_short_12: H7DRQOCYZFV4 · pith_short_16: H7DRQOCYZFV4SA5M · pith_short_8: H7DRQOCY

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/H7DRQOCYZFV4SA5MXWRUT3AV6O \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 3fc7183858c96bc903acbda349ec15f38328026782f0ceeb5cdca47e445b4335

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28ca635e4a6475883e535d508cf03bbf093ddf1f8c7aa919d7d61523638396be",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-25T03:14:07Z",
    "title_canon_sha256": "a087be78ea0a65ef8e2c7e2fefba0b22ee49b09b6ee0bb187d067b6c07d6ed45"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.13912",
    "kind": "arxiv",
    "version": 1
  }
}